Water utilities can operate their systems at higher efficiencies when they are able to predict water consumption in the short and long terms. Baseform develops forward-thinking software for networked water infrastructures, including applications that use real time flow monitoring records … Read More
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Robotic Motion Planning in Reproducing Kernel Hilbert Spaces
In this seminar I will present my work on trajectory optimization for robot motion planning in Reproducing Kernel Hilbert Spaces (RKHSs). Functional gradient algorithms are a popular choice for motion planning in complex many-degree-of-freedom robots. They work by directly optimizing … Read More
A trick for creating convex envelopes
The convex envelope of a function is its best convex approximation. Convex envelopes are important because they permit to approximate hard nonconvex optimization problems by easy convex ones. However, creating convex envelopes is more of an art than a science. … Read More
Automated Generation of Movie Tributes
This thesis’s purpose is to generate a movie tribute in the form of a videoclip for a given movie and music. A videoclip is considered to be a video containing the most important clips from the movie and a music … Read More
Video Summaries for Science Talks
Scientific talks range from conference presentations to lectures and documentaries. Even though some formats have high-grade content, such as lectures, their presentation is not always the most appealing. On the other hand, documentaries and other entertainment-driven programs can present consolidated … Read More
Data Mining for Decision-Making
Every day we generate large amounts of data. Just by going online or using our cell phones, we leave informative traces, the so called “digital breadcrumbs”, which can give away a lot of information about our individual actions, with obvious … Read More
Cross-lingual Document Classification
In natural language processing problems, we often encounter the situation where we don’t have enough data in the language we’re interested to build a model, but there is data for the same problem in another language. There has been a … Read More
Robust Classification with Context and Rejection
In some real-world applications of machine learning, despite the investments in the training of classification systems and in feature selection, misclassifications occur and their effects are critical. This is common in ill-posed classification problems, where overlapping classes, small or incomplete … Read More
Event-based Multi-document Summarization
Daily amount of news reporting real-world events is growing exponentially. Simultaneously, Organizations are looking for event information in a fast and summarized form to make decisions. Event-based summarization systems offer an efficient solution to this problem. We proposed multi-document summarization … Read More
Convex and Nonconvex Formulations for Image Segmentation Using Hidden Fields
Image segmentation is fundamentally a discrete problem. It consists in finding a partition of the image domain such that the pixels in each element of the partition exhibit some kind of similarity. Very often, the partitions are obtained via integer … Read More